We pre-process the datasets following previous works [1]}, [2]}. The edges in each dataset are annotated with timestamps. The repeated edges in the edge stream are removed in the pre-processing phase. Since there is no ground-truth anomalous edge in the original datasets, we follow the approach used in [1]} to inject anomalous edges in each dataset.
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